{
 "cells": [
  {
   "cell_type": "markdown",
   "source": [
    "# Draw pictures according to records under ../model/"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [
    "label = pd.read_csv('../dataset/cards.csv')\n",
    "label"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "outputs": [],
   "source": [
    "import numpy as np"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [
    "label = label.filepaths\n",
    "label"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [
    "paths = np.random.choice(label, size=12, replace=False)"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [
    "paths[:] = '../dataset/' + paths[:]\n",
    "paths"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "outputs": [],
   "source": [
    "from PIL import Image"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [
    "fig = plt.figure(figsize=(5, 6), dpi=150)\n",
    "for i, p in enumerate(paths):\n",
    "    img = Image.open(p)\n",
    "    ax = fig.add_subplot(4, 3, i + 1)\n",
    "    ax.set_title(f'image{i}', fontsize=10)\n",
    "    ax.imshow(img)\n",
    "plt.tight_layout()\n",
    "plt.savefig('../log_images/sample.jpg')\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [
    "label = pd.read_csv('../dataset/cards.csv')\n",
    "label"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [
    "targets = pd.DataFrame(label.target.value_counts())"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [
    "for i, _ in targets.iterrows():\n",
    "    l = label[label.target == i]['labels'].unique()[0]\n",
    "    targets.loc[i, 'type'] = l"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [
    "targets"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [
    "list(targets['type'])"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [
    "plt.figure(figsize=(4, 6), dpi=150)\n",
    "plt.title('The counts of different labels')\n",
    "plt.xlabel('count')\n",
    "plt.ylabel('label')\n",
    "plt.yticks(range(len(targets)), labels=list(targets['type']))\n",
    "plt.tick_params(labelsize=6, rotation=30)\n",
    "plt.barh(range(len(targets)), targets.target, height=0.7, color=plt.get_cmap('hsv')(range(len(targets))))\n",
    "plt.tight_layout()\n",
    "plt.savefig('../logs/label_counts.jpg')\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [
    "lin_loss = pd.read_csv('../model/05-30_00-59/loss.csv')\n",
    "lin_loss"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [
    "lin_acc = pd.read_csv('../model/05-30_00-59/acc.csv')\n",
    "lin_acc"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "outputs": [
    {
     "data": {
      "text/plain": "   batch  epoch      lr   decay  seed\n0     64    100  0.0001  0.0001   120",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>batch</th>\n      <th>epoch</th>\n      <th>lr</th>\n      <th>decay</th>\n      <th>seed</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>64</td>\n      <td>100</td>\n      <td>0.0001</td>\n      <td>0.0001</td>\n      <td>120</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "execution_count": 105,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "params = pd.read_csv('../model/05-30_00-59/params.csv')\n",
    "params"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "outputs": [
    {
     "data": {
      "text/plain": "(    epoch     train     valid\n 0       1  3.915637  3.880649\n 1       2  3.852294  3.824206\n 2       3  3.785651  3.772086\n 3       4  3.721158  3.602312\n 4       5  3.666419  3.664350\n ..    ...       ...       ...\n 95     96  3.051345  3.305469\n 96     97  3.050618  3.289441\n 97     98  3.050147  3.322461\n 98     99  3.050192  3.278327\n 99    100  3.049604  3.330762\n \n [100 rows x 3 columns],\n     epoch     train     valid\n 0       1  0.082330  0.124528\n 1       2  0.147391  0.188679\n 2       3  0.212899  0.252830\n 3       4  0.273678  0.320755\n 4       5  0.324524  0.335849\n ..    ...       ...       ...\n 95     96  0.950505  0.709434\n 96     97  0.950834  0.713208\n 97     98  0.951222  0.709434\n 98     99  0.951827  0.720755\n 99    100  0.952395  0.724528\n \n [100 rows x 3 columns])"
     },
     "execution_count": 99,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cnn_loss = pd.read_csv('../model/05-30_01-27/loss.csv')\n",
    "cnn_acc = pd.read_csv('../model/05-30_01-27/acc.csv')\n",
    "cnn_loss, cnn_acc"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1050x600 with 2 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(7, 4), dpi=150)\n",
    "ax = fig.add_subplot(1, 2, 1)\n",
    "ax.set_xlabel('Epoch', fontsize=8)\n",
    "ax.set_ylabel('Loss', fontsize=8)\n",
    "ax.set_title('Loss Curve', fontsize=9)\n",
    "ax.plot(lin_loss['epoch'], lin_loss['train'], label='train')\n",
    "ax.plot(lin_loss['epoch'], lin_loss['valid'], label='valid')\n",
    "ax.tick_params(labelsize=6)\n",
    "ax.legend(fontsize=8)\n",
    "\n",
    "ax1 = fig.add_subplot(1, 2, 2)\n",
    "ax1.set_xlabel('Epoch', fontsize=8)\n",
    "ax1.set_ylabel('Accuracy', fontsize=8)\n",
    "ax1.set_title('Accuracy Curve', fontsize=9)\n",
    "ax1.set_ylim(0, 1.0)\n",
    "ax1.plot(lin_acc['epoch'], lin_acc['train'], label='train')\n",
    "ax1.plot(lin_acc['epoch'], lin_acc['valid'], label='valid')\n",
    "ax1.tick_params(labelsize=7)\n",
    "ax1.legend(fontsize=8)\n",
    "\n",
    "plt.suptitle(f'epoch: {params.epoch[0]} batch: {params.batch[0]} lr: {params.lr[0]} decay: {params.decay[0]}', fontsize=9)\n",
    "plt.tight_layout()\n",
    "plt.savefig('../log_images/lin_curve.jpg')\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1050x600 with 2 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(7, 4), dpi=150)\n",
    "ax = fig.add_subplot(1, 2, 1)\n",
    "ax.set_xlabel('Epoch', fontsize=8)\n",
    "ax.set_ylabel('Loss', fontsize=8)\n",
    "ax.set_title('Loss Curve', fontsize=9)\n",
    "ax.plot(cnn_loss['epoch'], cnn_loss['train'], label='train')\n",
    "ax.plot(cnn_loss['epoch'], cnn_loss['valid'], label='valid')\n",
    "ax.tick_params(labelsize=6)\n",
    "ax.legend(fontsize=8)\n",
    "\n",
    "ax1 = fig.add_subplot(1, 2, 2)\n",
    "ax1.set_xlabel('Epoch', fontsize=8)\n",
    "ax1.set_ylabel('Accuracy', fontsize=8)\n",
    "ax1.set_title('Accuracy Curve', fontsize=9)\n",
    "ax1.set_ylim(0, 1.0)\n",
    "ax1.plot(cnn_acc['epoch'], cnn_acc['train'], label='train')\n",
    "ax1.plot(cnn_acc['epoch'], cnn_acc['valid'], label='valid')\n",
    "ax1.tick_params(labelsize=7)\n",
    "ax1.legend(fontsize=8)\n",
    "\n",
    "plt.suptitle(f'epoch: {params.epoch[0]} batch: {params.batch[0]} lr: {params.lr[0]} decay: {params.decay[0]}', fontsize=9)\n",
    "plt.tight_layout()\n",
    "plt.savefig('../log_images/cnn_curve.jpg')\n",
    "plt.show()\n"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "outputs": [
    {
     "data": {
      "text/plain": "((120, 3), (120, 3), (120, 3), (1, 5))"
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "loss = pd.read_csv('../model/05-30_02-00/loss.csv')\n",
    "acc = pd.read_csv('../model/05-30_02-00/acc.csv')\n",
    "f1 = pd.read_csv('../model/05-30_02-00/f1-score.csv')\n",
    "params = pd.read_csv('../model/05-30_02-00/params.csv')\n",
    "loss.shape, acc.shape, f1.shape, params.shape"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1500x600 with 3 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(10, 4), dpi=150)\n",
    "ax = fig.add_subplot(1, 3, 1)\n",
    "ax.set_title('Loss Curve', fontsize=9)\n",
    "ax.set_xlabel('Epoch', fontsize=8)\n",
    "ax.set_ylabel('Loss', fontsize=8)\n",
    "ax.plot(loss['epoch'], loss['train'], label='train')\n",
    "ax.plot(loss['epoch'], loss['valid'], label='valid')\n",
    "ax.tick_params(labelsize=6)\n",
    "ax.legend(fontsize=8)\n",
    "\n",
    "ax1 = fig.add_subplot(1, 3, 2)\n",
    "ax1.set_title('Accuracy Curve', fontsize=9)\n",
    "ax1.set_xlabel('Epoch', fontsize=8)\n",
    "ax1.set_ylabel('Accuracy', fontsize=8)\n",
    "ax1.plot(acc['epoch'], acc['train'], label='train')\n",
    "ax1.plot(acc['epoch'], acc['valid'], label='valid')\n",
    "ax1.tick_params(labelsize=6)\n",
    "ax1.legend(fontsize=8)\n",
    "\n",
    "ax2 = fig.add_subplot(1, 3, 3)\n",
    "ax2.set_title('Macro-F1 Score Curve', fontsize=9)\n",
    "ax2.set_xlabel('Epoch', fontsize=8)\n",
    "ax2.set_ylabel('Macro-F1 Score', fontsize=8)\n",
    "ax2.plot(f1['epoch'], f1['train'], label='train')\n",
    "ax2.plot(f1['epoch'], f1['valid'], label='valid')\n",
    "ax2.tick_params(labelsize=6)\n",
    "ax2.legend(fontsize=8)\n",
    "\n",
    "\n",
    "plt.suptitle(f'epoch: {params.epoch[0]} batch: {params.batch[0]} lr: {params.lr[0]} decay: {params.decay[0]}', fontsize=9)\n",
    "plt.tight_layout()\n",
    "plt.savefig('../log_images/model_train_valid_curve.jpg')\n",
    "plt.show()\n"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "outputs": [
    {
     "data": {
      "text/plain": "     epoch     train     valid\n0        1  0.146474  0.203774\n1        2  0.227804  0.260377\n2        3  0.272532  0.286792\n3        4  0.306658  0.320755\n4        5  0.335448  0.328302\n..     ...       ...       ...\n115    116  0.997038  0.932076\n116    117  0.997155  0.932075\n117    118  0.997284  0.920755\n118    119  0.997429  0.916981\n119    120  0.997073  0.916981\n\n[120 rows x 3 columns]",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>epoch</th>\n      <th>train</th>\n      <th>valid</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>1</td>\n      <td>0.146474</td>\n      <td>0.203774</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>2</td>\n      <td>0.227804</td>\n      <td>0.260377</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>3</td>\n      <td>0.272532</td>\n      <td>0.286792</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>4</td>\n      <td>0.306658</td>\n      <td>0.320755</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>5</td>\n      <td>0.335448</td>\n      <td>0.328302</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>115</th>\n      <td>116</td>\n      <td>0.997038</td>\n      <td>0.932076</td>\n    </tr>\n    <tr>\n      <th>116</th>\n      <td>117</td>\n      <td>0.997155</td>\n      <td>0.932075</td>\n    </tr>\n    <tr>\n      <th>117</th>\n      <td>118</td>\n      <td>0.997284</td>\n      <td>0.920755</td>\n    </tr>\n    <tr>\n      <th>118</th>\n      <td>119</td>\n      <td>0.997429</td>\n      <td>0.916981</td>\n    </tr>\n    <tr>\n      <th>119</th>\n      <td>120</td>\n      <td>0.997073</td>\n      <td>0.916981</td>\n    </tr>\n  </tbody>\n</table>\n<p>120 rows × 3 columns</p>\n</div>"
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "acc"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "outputs": [
    {
     "data": {
      "text/plain": "110    0.997017\n111    0.997105\n112    0.996873\n113    0.997149\n114    0.997159\n115    0.997038\n116    0.997155\n117    0.997284\n118    0.997429\n119    0.997073\nName: train, dtype: float64"
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_last_acc = acc.loc[110:120, 'train']\n",
    "train_last_acc"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "outputs": [
    {
     "data": {
      "text/plain": "110    0.939623\n111    0.932076\n112    0.932076\n113    0.924528\n114    0.935849\n115    0.932076\n116    0.932075\n117    0.920755\n118    0.916981\n119    0.916981\nName: valid, dtype: float64"
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "valid_last_acc = acc.loc[110:120, 'valid']\n",
    "valid_last_acc"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "outputs": [
    {
     "data": {
      "text/plain": "0.9971283078193665"
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sum(train_last_acc) / len(train_last_acc)"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "outputs": [
    {
     "data": {
      "text/plain": "0.9283019006252289"
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sum(valid_last_acc) / len(valid_last_acc)"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "outputs": [
    {
     "data": {
      "text/plain": "((10,), (10,))"
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_last_f1 = f1.loc[110:120, 'train']\n",
    "valid_last_f1 = f1.loc[110:120, 'valid']\n",
    "train_last_f1.shape, valid_last_f1.shape"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "outputs": [
    {
     "data": {
      "text/plain": "(0.9971297919750214, 0.9263713538646698)"
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sum(train_last_f1) / len(train_last_f1), sum(valid_last_f1) / len(valid_last_f1)"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "outputs": [],
   "source": [
    "import pickle"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "outputs": [
    {
     "data": {
      "text/plain": "{'confusion': array([[5, 0, 0, ..., 0, 0, 0],\n        [0, 5, 0, ..., 0, 0, 0],\n        [0, 0, 5, ..., 0, 0, 0],\n        ...,\n        [0, 0, 0, ..., 5, 0, 0],\n        [0, 0, 1, ..., 0, 4, 0],\n        [0, 0, 0, ..., 1, 0, 3]], dtype=int64)}"
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "with open('../model/05-30_02-00/test/curve.pkl', 'rb') as file:\n",
    "    curve_dict = pickle.load(file)\n",
    "curve_dict"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "outputs": [
    {
     "data": {
      "text/plain": "array([[5, 0, 0, ..., 0, 0, 0],\n       [0, 5, 0, ..., 0, 0, 0],\n       [0, 0, 5, ..., 0, 0, 0],\n       ...,\n       [0, 0, 0, ..., 5, 0, 0],\n       [0, 0, 1, ..., 0, 4, 0],\n       [0, 0, 0, ..., 1, 0, 3]], dtype=int64)"
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mat = curve_dict['confusion']\n",
    "mat"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 151,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 750x750 with 2 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from mpl_toolkits.axes_grid1 import make_axes_locatable\n",
    "from matplotlib.colors import ListedColormap, BoundaryNorm\n",
    "\n",
    "plt.figure(figsize=(5, 5), dpi=150)\n",
    "\n",
    "colors = ['white', 'olivedrab', 'yellowgreen', 'gold', 'darkorange', 'red']\n",
    "cmap = ListedColormap(colors)\n",
    "bounds = np.arange(7)\n",
    "norm = BoundaryNorm(bounds, 6)\n",
    "\n",
    "plt.xlabel('Predicted Class', fontsize=8)\n",
    "plt.ylabel('Actual Class', fontsize=8)\n",
    "plt.xticks(range(0, 53, 5), fontsize=6)\n",
    "plt.yticks(range(0, 53, 5), fontsize=6)\n",
    "plt.title('Confusion Matrix', fontsize=9)\n",
    "\n",
    "plt.imshow(mat, cmap=cmap)\n",
    "\n",
    "bar = make_axes_locatable(plt.gca())\n",
    "cax = bar.append_axes(\"right\", size=\"5%\", pad=0.15)\n",
    "cl = plt.colorbar(plt.cm.ScalarMappable(norm=norm, cmap=cmap), cax=cax)\n",
    "cl.set_label('Number of Classified Items', fontsize=8)\n",
    "cl.ax.tick_params(labelsize=6)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig('../log_images/confusion.jpg')\n",
    "plt.show()\n"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false
   }
  }
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